{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "kernel_spreading.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/tancik/fourier-feature-networks/blob/master/Experiments/kernel_spreading.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "Iwc6IU5EwORY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "ff48f6c1-c385-46ca-a420-2c02a1388693"
      },
      "source": [
        "!pip install -q git+https://www.github.com/google/neural-tangents"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  Building wheel for neural-tangents (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for frozendict (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "Lt74vgCVNN2b",
        "colab": {}
      },
      "source": [
        "import jax.numpy as np\n",
        "import numpy as onp\n",
        "\n",
        "from jax.experimental import optimizers\n",
        "from jax.api import jit, grad, vmap\n",
        "\n",
        "import functools\n",
        "\n",
        "import neural_tangents as nt\n",
        "from neural_tangents import stax\n",
        "\n",
        "%matplotlib inline\n",
        "import matplotlib\n",
        "\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.pylab as pylab\n",
        "from matplotlib.lines import Line2D"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NwncI0RUjQAI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "714c2caa-ad2c-4d0d-d034-f2aa481f6eca"
      },
      "source": [
        "RES = 128\n",
        "mres = np.log2(RES//2)\n",
        "\n",
        "embedding_size = 256\n",
        "\n",
        "enc_dict = {}\n",
        "\n",
        "input_encoder = lambda x, a, b: np.concatenate([a * np.sin((2.*np.pi*x) @ b.T), \n",
        "                                                a * np.cos((2.*np.pi*x) @ b.T)], axis=-1) / np.linalg.norm(a) * np.sqrt(a.shape[0])\n",
        "\n",
        "# Basic\n",
        "bvals = np.ones((1,1))\n",
        "avals = np.ones((bvals.shape[0])) \n",
        "enc_dict['basic'] = (avals, bvals)\n",
        "\n",
        "# PosEnc Gap\n",
        "bvals = np.array([1]+([0]*int(mres-2))+[RES//3+1])[:,None]\n",
        "print(bvals)\n",
        "avals = np.ones((bvals.shape[0])) \n",
        "enc_dict['posenc_gap'] = (avals, bvals)\n",
        "\n",
        "def make_net(width, depth):\n",
        "  stax_args = []\n",
        "  for i in range(depth):\n",
        "    stax_args = stax_args + [stax.Dense(width), stax.Relu()]\n",
        "  stax_args.append(stax.Dense(1))\n",
        "  return stax.serial(*stax_args)\n",
        "\n",
        "init_fn, apply_fn, kernel_fn = make_net(512,2)\n",
        "\n",
        "def compute_ntk(k,width, depth):\n",
        "    init_fn, apply_fn, kernel_fn = make_net(512,depth)\n",
        "\n",
        "    x1 = np.linspace(0,1,RES,endpoint=False)[:,None]\n",
        "    x2 = np.array([.5]).reshape((1,1))\n",
        "    x1 = input_encoder(x1,*enc_dict[k])\n",
        "    x2 = input_encoder(x2,*enc_dict[k])\n",
        "    if k == 'basic':\n",
        "      x1 = np.concatenate([x1, np.zeros((x1.shape[0], int(mres*2-x1.shape[1])))],axis=-1)\n",
        "      x2 = np.concatenate([x2, np.zeros((x2.shape[0], int(mres*2-x2.shape[1])))],axis=-1)\n",
        "    \n",
        "    kernel = kernel_fn(x1, x2, 'ntk')\n",
        "    return kernel\n",
        "\n",
        "def make_plot(k, depths, width=512):\n",
        "  ntk_kernels = [compute_ntk(k, width, d) for d in depths]\n",
        "  \n",
        "  to_plot_lst = []\n",
        "  for kernel,d in zip(ntk_kernels, depths):\n",
        "    to_plot = np.abs(np.fft.fftshift(onp.fft.fft(kernel[:,0], norm='ortho')))\n",
        "    to_plot = to_plot/kernel[0,0]\n",
        "    to_plot_lst.append(to_plot)\n",
        "  return to_plot_lst"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[ 1]\n",
            " [ 0]\n",
            " [ 0]\n",
            " [ 0]\n",
            " [ 0]\n",
            " [43]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RxvycRFxuWwm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 511
        },
        "outputId": "adb16700-f046-46c0-c185-ff386f166bb0"
      },
      "source": [
        "prop_cycle = plt.rcParams['axes.prop_cycle']\n",
        "colors = prop_cycle.by_key()['color']\n",
        "\n",
        "params = {'legend.fontsize': 22,\n",
        "         'axes.labelsize': 24,\n",
        "         'axes.titlesize': 28,\n",
        "         'xtick.labelsize':22,\n",
        "         'ytick.labelsize':22}\n",
        "pylab.rcParams.update(params)\n",
        "\n",
        "\n",
        "matplotlib.rcParams['mathtext.fontset'] = 'cm'\n",
        "matplotlib.rcParams['mathtext.rm'] = 'serif'\n",
        "\n",
        "plt.rcParams[\"font.family\"] = \"cmr10\"\n",
        "\n",
        "N_fams = 3\n",
        "\n",
        "\n",
        "\n",
        "colors_k = np.array([[0.8872, 0.4281, 0.1875],\n",
        "    # [0.8136, 0.6844, 0.0696],\n",
        "    [0.2634, 0.6634, 0.4134],\n",
        "    [0.0943, 0.5937, 0.8793],\n",
        "    [0.3936, 0.2946, 0.6330],\n",
        "    [0.7123, 0.2705, 0.3795]])\n",
        "\n",
        "linewidth = 4\n",
        "legend_offset = -.27\n",
        "\n",
        "\n",
        "\n",
        "basic_plots = make_plot('basic', [4,8,16])\n",
        "posenc_gap_plots = make_plot('posenc_gap', [4,8,16])\n",
        "\n",
        "\n",
        "\n",
        "fig3 = plt.figure(constrained_layout=True, figsize=(24,6))\n",
        "gs = fig3.add_gridspec(1,2)\n",
        "\n",
        "ax = fig3.add_subplot(gs[0,0])\n",
        "\n",
        "for c, d, plot in zip(colors_k[:3], [4,8,16], basic_plots):\n",
        "  plt.semilogy(plot, color=c, label='Depth: ${}$'.format(d), linewidth=linewidth, linestyle='-', alpha=.6)\n",
        "\n",
        "ax.set_title('(a) NTK Fourier spectrum with basic mapping', y=legend_offset)\n",
        "plt.xticks([0,32,64,96,128], ['$-\\pi$','$-\\pi/2$','$0$','$\\pi/2$','$\\pi$'])\n",
        "\n",
        "ax.legend(loc='upper right', handlelength=1)\n",
        "plt.xlabel('Frequency')\n",
        "plt.ylabel(r'Magnitude')\n",
        "plt.grid(True, which='major', alpha=.3)\n",
        "\n",
        "\n",
        "ax = fig3.add_subplot(gs[0,1:])\n",
        "\n",
        "for c, d, plot in zip(colors_k[:3], [4,8,16], posenc_gap_plots):\n",
        "  plt.semilogy(plot, color=c, label='Depth: ${}$'.format(d), linewidth=linewidth, linestyle='-', alpha=.6)\n",
        "\n",
        "\n",
        "ax.set_title('(b) NTK Fourier spectrum with basic mapping and an additional frequency', y=legend_offset)\n",
        "plt.xticks([0,32,64,96,128], ['$-\\pi$','$-\\pi/2$','$0$','$\\pi/2$','$\\pi$'])\n",
        "\n",
        "ax.legend(loc='upper right', handlelength=1)\n",
        "plt.xlabel('Frequency')\n",
        "plt.ylabel(r'Magnitude')\n",
        "plt.grid(True, which='major', alpha=.3)\n",
        "\n",
        "plt.savefig('spreading_supp.pdf', bbox_inches='tight', pad_inches=0)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/jax/lax/lax.py:5487: UserWarning: Explicitly requested dtype <class 'jax.numpy.lax_numpy.float64'> requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/google/jax#current-gotchas for more.\n",
            "  warnings.warn(msg.format(dtype, fun_name , truncated_dtype))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1728x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GzsNOqVRKVq_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}